{"id":"W4285403848","doi":"10.1016/j.cardfail.2022.06.007","title":"The Intersection Between Heart Failure and Critical Care Cardiology: An International Perspective on Structure, Staffing, and Design Considerations","year":2022,"lang":"en","type":"review","venue":"Journal of Cardiac Failure","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Ionis Pharmaceuticals; Medtronic; GlaxoSmithKline","keywords":"Medicine; Staffing; Triage; Multidisciplinary approach; Heart failure; Intensive care medicine; Critically ill; Population; Health care; Intensive care; Critical care nursing; Medical emergency; Nursing; Cardiology; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009485727,0.001043299,0.003781577,0.002766301,0.0006919997,0.003868981,0.002395721,0.004357277,0.00345198],"category_scores_gemma":[0.01213246,0.0005227891,0.001451708,0.003961943,0.002201743,0.004182915,0.001235172,0.005460582,0.0009547285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002405446,"about_ca_system_score_gemma":0.007892074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005744898,"about_ca_topic_score_gemma":0.01176464,"domain_scores_codex":[0.9974127,0.0009940363,0.0003881103,0.0003350328,0.000699582,0.0001705374],"domain_scores_gemma":[0.9860071,0.01061973,0.001023849,0.0001687593,0.001899744,0.0002807788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001892075,0.0001349412,0.0004792606,0.06583758,0.0003871097,0.0001909036,0.0003606598,0.0007375,0.0006569033,0.03637205,0.03591446,0.8587395],"study_design_scores_gemma":[0.0001181769,0.0004568346,0.002474155,0.1183297,0.001051778,0.0008719203,0.0008379628,0.0002697829,0.0002421727,0.01458316,0.8606834,0.00008097919],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004748018,0.9977253,0.00006623693,0.001664392,0.0002493363,0.000001705467,0.000004222521,0.00000139467,0.0002400575],"genre_scores_gemma":[0.0008350119,0.9966512,0.0003414434,0.001533521,0.000508554,0.000008535094,0.000006687189,0.000001989455,0.0001130355],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009485727,"threshold_uncertainty_score":0.05016589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0407229846535105,"score_gpt":0.3666430901384688,"score_spread":0.3259201054849583,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}